MonkeyType Report

Dataset statistics

Number of variables	24
Number of observations	397
Missing cells	740
Missing cells (%)	7.8%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	61.0 KiB
Average record size in memory	157.3 B

Variable types

Categorical	9
Boolean	6
Numeric	8
Unsupported	1

Alerts

`isPb` has constant value "True"	Constant
`punctuation` has constant value "False"	Constant
`numbers` has constant value "False"	Constant
`difficulty` has constant value "normal"	Constant
`lazyMode` has constant value "False"	Constant
`blindMode` has constant value "False"	Constant
`bailedOut` has constant value "False"	Constant
`_id` has a high cardinality: 397 distinct values	High cardinality
`charStats` has a high cardinality: 336 distinct values	High cardinality
`wpm` is highly correlated with `acc` and 2 other fields	High correlation
`acc` is highly correlated with `wpm`	High correlation
`rawWpm` is highly correlated with `wpm` and 1 other fields	High correlation
`restartCount` is highly correlated with `incompleteTestSeconds`	High correlation
`testDuration` is highly correlated with `wpm` and 1 other fields	High correlation
`incompleteTestSeconds` is highly correlated with `restartCount`	High correlation
`wpm` is highly correlated with `rawWpm` and 2 other fields	High correlation
`rawWpm` is highly correlated with `wpm` and 2 other fields	High correlation
`restartCount` is highly correlated with `incompleteTestSeconds`	High correlation
`testDuration` is highly correlated with `wpm` and 1 other fields	High correlation
`incompleteTestSeconds` is highly correlated with `restartCount`	High correlation
`timestamp` is highly correlated with `wpm` and 1 other fields	High correlation
`wpm` is highly correlated with `rawWpm`	High correlation
`rawWpm` is highly correlated with `wpm`	High correlation
`restartCount` is highly correlated with `incompleteTestSeconds`	High correlation
`incompleteTestSeconds` is highly correlated with `restartCount`	High correlation
`isPb` is highly correlated with `numbers` and 11 other fields	High correlation
`numbers` is highly correlated with `isPb` and 11 other fields	High correlation
`mode2` is highly correlated with `isPb` and 8 other fields	High correlation
`difficulty` is highly correlated with `isPb` and 11 other fields	High correlation
`afkDuration` is highly correlated with `isPb` and 6 other fields	High correlation
`quoteLength` is highly correlated with `isPb` and 8 other fields	High correlation
`language` is highly correlated with `isPb` and 6 other fields	High correlation
`bailedOut` is highly correlated with `isPb` and 11 other fields	High correlation
`blindMode` is highly correlated with `isPb` and 11 other fields	High correlation
`funbox` is highly correlated with `isPb` and 6 other fields	High correlation
`lazyMode` is highly correlated with `isPb` and 11 other fields	High correlation
`punctuation` is highly correlated with `isPb` and 11 other fields	High correlation
`mode` is highly correlated with `isPb` and 8 other fields	High correlation
`wpm` is highly correlated with `acc` and 8 other fields	High correlation
`acc` is highly correlated with `wpm` and 3 other fields	High correlation
`rawWpm` is highly correlated with `wpm` and 8 other fields	High correlation
`consistency` is highly correlated with `wpm` and 6 other fields	High correlation
`mode` is highly correlated with `wpm` and 6 other fields	High correlation
`mode2` is highly correlated with `wpm` and 6 other fields	High correlation
`quoteLength` is highly correlated with `mode` and 3 other fields	High correlation
`restartCount` is highly correlated with `incompleteTestSeconds`	High correlation
`testDuration` is highly correlated with `wpm` and 5 other fields	High correlation
`afkDuration` is highly correlated with `wpm` and 4 other fields	High correlation
`incompleteTestSeconds` is highly correlated with `restartCount`	High correlation
`language` is highly correlated with `wpm` and 4 other fields	High correlation
`timestamp` is highly correlated with `wpm` and 6 other fields	High correlation
`isPb` has 343 (86.4%) missing values	Missing
`tags` has 397 (100.0%) missing values	Missing
`_id` is uniformly distributed	Uniform
`charStats` is uniformly distributed	Uniform
`_id` has unique values	Unique
`timestamp` has unique values	Unique
`tags` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`restartCount` has 89 (22.4%) zeros	Zeros
`incompleteTestSeconds` has 89 (22.4%) zeros	Zeros

Reproduction

Analysis started	2023-04-06 03:34:23.495576
Analysis finished	2023-04-06 03:34:47.577328
Duration	24.08 seconds
Software version	pandas-profiling v3.2.0
Download configuration	config.json

_id
Categorical

HIGH CARDINALITY
UNIFORM
UNIQUE

Distinct	397
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	3.2 KiB

64164c67fe979dd89a73860b	1
6223c0e9be7cd1cc6594ac1b	1
6223c117be7cd1cc6594ad0f	1
6223c12ebe7cd1cc6594ad83	1
6223c14bbe7cd1cc659c792b	1
Other values (392)	392

Length

Max length	24
Median length	24
Mean length	24
Min length	24

Characters and Unicode

Total characters	9528
Distinct characters	16
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	397 ?
Unique (%)	100.0%

Sample

1st row	64164c67fe979dd89a73860b
2nd row	64164c29fe979dd89a738515
3rd row	641647b6fe979dd89a6d9f6b
4th row	6416476efe979dd89a6d9e0d
5th row	6416472dfe979dd89a6d9cc3

Common Values

Value	Count	Frequency (%)
64164c67fe979dd89a73860b	1	0.3%
6223c0e9be7cd1cc6594ac1b	1	0.3%
6223c117be7cd1cc6594ad0f	1	0.3%
6223c12ebe7cd1cc6594ad83	1	0.3%
6223c14bbe7cd1cc659c792b	1	0.3%
6223c189be7cd1cc659c7a66	1	0.3%
6223c195be7cd1cc659c7aa2	1	0.3%
6223c1a1be7cd1cc659c7ae5	1	0.3%
6223c1b1be7cd1cc659c7b46	1	0.3%
6223c1c2be7cd1cc659c7b91	1	0.3%
Other values (387)	387	97.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
64164c67fe979dd89a73860b	1	0.3%
63f53f82c283c730c37daa00	1	0.3%
641647b6fe979dd89a6d9f6b	1	0.3%
6416476efe979dd89a6d9e0d	1	0.3%
6416472dfe979dd89a6d9cc3	1	0.3%
641646eefe979dd89a6d9b7c	1	0.3%
64164655fe979dd89a6d98ec	1	0.3%
64164611fe979dd89a6d9799	1	0.3%
641645d3fe979dd89a67c5a8	1	0.3%
6416455bfe979dd89a67c36f	1	0.3%
Other values (387)	387	97.5%

Most occurring characters

Value	Count	Frequency (%)
2	1076	11.3%
6	962	10.1%
3	766	8.0%
c	618	6.5%
a	587	6.2%
b	587	6.2%
d	557	5.8%
5	549	5.8%
1	547	5.7%
7	524	5.5%
Other values (6)	2755	28.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	6259	65.7%
Lowercase Letter	3269	34.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	1076	17.2%
6	962	15.4%
3	766	12.2%
5	549	8.8%
1	547	8.7%
7	524	8.4%
0	481	7.7%
8	480	7.7%
9	440	7.0%
4	434	6.9%

Lowercase Letter

Value	Count	Frequency (%)
c	618	18.9%
a	587	18.0%
b	587	18.0%
d	557	17.0%
f	506	15.5%
e	414	12.7%

Most occurring scripts

Value	Count	Frequency (%)
Common	6259	65.7%
Latin	3269	34.3%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	1076	17.2%
6	962	15.4%
3	766	12.2%
5	549	8.8%
1	547	8.7%
7	524	8.4%
0	481	7.7%
8	480	7.7%
9	440	7.0%
4	434	6.9%

Latin

Value	Count	Frequency (%)
c	618	18.9%
a	587	18.0%
b	587	18.0%
d	557	17.0%
f	506	15.5%
e	414	12.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	9528	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	1076	11.3%
6	962	10.1%
3	766	8.0%
c	618	6.5%
a	587	6.2%
b	587	6.2%
d	557	5.8%
5	549	5.8%
1	547	5.7%
7	524	5.5%
Other values (6)	2755	28.9%

isPb
Boolean

CONSTANT
HIGH CORRELATION
MISSING
REJECTED

Distinct	1
Distinct (%)	1.9%
Missing	343
Missing (%)	86.4%
Memory size	3.2 KiB

True	54
(Missing)	343

Common Values
Category Frequency Plot

Value	Count	Frequency (%)
True	54	13.6%
(Missing)	343	86.4%

wpm
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	330
Distinct (%)	83.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	97.24130982

Minimum	20.6
Maximum	151.72
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.2 KiB

Quantile statistics

Minimum	20.6
5-th percentile	56.95
Q1	93.54
median	100.51
Q3	106.92
95-th percentile	123.586
Maximum	151.72
Range	131.12
Interquartile range (IQR)	13.38

Descriptive statistics

Standard deviation	19.41616853
Coefficient of variation (CV)	0.1996699609
Kurtosis	1.949160992
Mean	97.24130982
Median Absolute Deviation (MAD)	6.69
Skewness	-0.9522172454
Sum	38604.8
Variance	376.9876003
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
103.13	9	2.3%
103.2	6	1.5%
100.8	5	1.3%
99.13	4	1.0%
99.57	4	1.0%
104	4	1.0%
105.53	4	1.0%
101.53	3	0.8%
110.33	3	0.8%
102.33	3	0.8%
Other values (320)	352	88.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20.6	1	0.3%
30	1	0.3%
31.2	1	0.3%
37.39	1	0.3%
37.59	1	0.3%
39.6	1	0.3%
46.37	1	0.3%
46.78	1	0.3%
47.58	1	0.3%
49.2	1	0.3%

Value	Count	Frequency (%)
151.72	1	0.3%
151.66	1	0.3%
151.59	1	0.3%
147	1	0.3%
138.2	1	0.3%
133.89	1	0.3%
132.8	1	0.3%
132.13	1	0.3%
131.74	1	0.3%
131.35	1	0.3%

acc
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION

Distinct	265
Distinct (%)	66.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	95.6772796

Minimum	78.62
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.2 KiB

Quantile statistics

Minimum	78.62
5-th percentile	90.04
Q1	93.89
median	96.06
Q3	98.16
95-th percentile	100
Maximum	100
Range	21.38
Interquartile range (IQR)	4.27

Descriptive statistics

Standard deviation	3.35745923
Coefficient of variation (CV)	0.03509149972
Kurtosis	3.339286776
Mean	95.6772796
Median Absolute Deviation (MAD)	2.13
Skewness	-1.263852512
Sum	37983.88
Variance	11.27253248
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	52	13.1%
97.87	4	1.0%
98.37	4	1.0%
97.73	4	1.0%
99.24	4	1.0%
96.18	4	1.0%
94.78	4	1.0%
95.24	3	0.8%
94.12	3	0.8%
95.56	3	0.8%
Other values (255)	312	78.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
78.62	1	0.3%
81.03	2	0.5%
83.08	1	0.3%
83.33	1	0.3%
84.09	1	0.3%
86.13	1	0.3%
87.5	1	0.3%
87.84	1	0.3%
88.46	1	0.3%
88.97	1	0.3%

Value	Count	Frequency (%)
100	52	13.1%
99.38	1	0.3%
99.31	1	0.3%
99.28	1	0.3%
99.26	1	0.3%
99.25	1	0.3%
99.24	4	1.0%
99.22	2	0.5%
99.21	1	0.3%
99.2	1	0.3%

rawWpm
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	330
Distinct (%)	83.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	103.9043829

Minimum	26
Maximum	155.32
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.2 KiB

Quantile statistics

Minimum	26
5-th percentile	60.464
Q1	101.13
median	107.93
Q3	114.32
95-th percentile	128.76
Maximum	155.32
Range	129.32
Interquartile range (IQR)	13.19

Descriptive statistics

Standard deviation	20.33031512
Coefficient of variation (CV)	0.1956636916
Kurtosis	1.983240578
Mean	103.9043829
Median Absolute Deviation (MAD)	6.47
Skewness	-1.139838973
Sum	41250.04
Variance	413.3217131
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
107.2	5	1.3%
115.12	5	1.3%
104	4	1.0%
105.6	4	1.0%
105.53	4	1.0%
103.13	4	1.0%
119.92	3	0.8%
102.37	3	0.8%
118.32	3	0.8%
104.73	3	0.8%
Other values (320)	359	90.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
26	1	0.3%
32.59	1	0.3%
33.8	1	0.3%
38.59	1	0.3%
41.99	1	0.3%
42.4	1	0.3%
50.78	2	0.5%
53.18	1	0.3%
54.36	1	0.3%
55.59	1	0.3%

Value	Count	Frequency (%)
155.32	1	0.3%
154.87	1	0.3%
153.24	1	0.3%
151.72	1	0.3%
151.59	1	0.3%
150.99	1	0.3%
147	1	0.3%
145.88	1	0.3%
137.27	1	0.3%
133.89	1	0.3%

consistency
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	360
Distinct (%)	90.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	74.37891688

Minimum	23.1
Maximum	94.95
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.2 KiB

Quantile statistics

Minimum	23.1
5-th percentile	57.35
Q1	69.13
median	75.84
Q3	80.77
95-th percentile	87.484
Maximum	94.95
Range	71.85
Interquartile range (IQR)	11.64

Descriptive statistics

Standard deviation	9.441206939
Coefficient of variation (CV)	0.1269339127
Kurtosis	2.715553232
Mean	74.37891688
Median Absolute Deviation (MAD)	5.74
Skewness	-1.061635895
Sum	29528.43
Variance	89.13638847
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
78.89	3	0.8%
78.92	3	0.8%
74.49	3	0.8%
77.07	2	0.5%
81.38	2	0.5%
74.53	2	0.5%
80.9	2	0.5%
83.82	2	0.5%
81.86	2	0.5%
83.3	2	0.5%
Other values (350)	374	94.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23.1	1	0.3%
34.13	1	0.3%
43.5	1	0.3%
44.95	1	0.3%
48.55	1	0.3%
49.57	1	0.3%
50.51	1	0.3%
51.48	1	0.3%
52.04	1	0.3%
52.43	1	0.3%

Value	Count	Frequency (%)
94.95	1	0.3%
94.9	1	0.3%
94.25	1	0.3%
92.44	1	0.3%
92.36	1	0.3%
91.75	1	0.3%
91.23	1	0.3%
90.38	1	0.3%
89.38	1	0.3%
89.05	1	0.3%

charStats
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	336
Distinct (%)	84.6%
Missing	0
Missing (%)	0.0%
Memory size	3.2 KiB

129,0,0,0	5
46,0,0,0	4
53,0,0,0	4
44,0,0,0	3
127,0,0,0	3
Other values (331)	378

Length

Max length	10
Median length	9
Mean length	8.816120907
Min length	8

Characters and Unicode

Total characters	3500
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	294 ?
Unique (%)	74.1%

Sample

1st row	314,2,0,0
2nd row	316,3,0,1
3rd row	188,3,0,0
4th row	198,3,1,0
5th row	187,1,0,0

Common Values

Value	Count	Frequency (%)
129,0,0,0	5	1.3%
46,0,0,0	4	1.0%
53,0,0,0	4	1.0%
44,0,0,0	3	0.8%
127,0,0,0	3	0.8%
164,0,0,0	3	0.8%
47,0,0,0	3	0.8%
45,0,0,0	3	0.8%
73,0,0,0	3	0.8%
52,0,0,0	3	0.8%
Other values (326)	363	91.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
129,0,0,0	5	1.3%
53,0,0,0	4	1.0%
46,0,0,0	4	1.0%
52,0,0,0	3	0.8%
49,0,0,0	3	0.8%
80,0,0,0	3	0.8%
42,0,0,0	3	0.8%
131,0,0,0	3	0.8%
48,0,0,0	3	0.8%
73,0,0,0	3	0.8%
Other values (326)	363	91.4%

Most occurring characters

Value	Count	Frequency (%)
,	1191	34.0%
0	683	19.5%
1	519	14.8%
2	318	9.1%
3	215	6.1%
4	159	4.5%
5	108	3.1%
6	85	2.4%
8	77	2.2%
9	74	2.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2309	66.0%
Other Punctuation	1191	34.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	683	29.6%
1	519	22.5%
2	318	13.8%
3	215	9.3%
4	159	6.9%
5	108	4.7%
6	85	3.7%
8	77	3.3%
9	74	3.2%
7	71	3.1%

Other Punctuation

Value	Count	Frequency (%)
,	1191	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	3500	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
,	1191	34.0%
0	683	19.5%
1	519	14.8%
2	318	9.1%
3	215	6.1%
4	159	4.5%
5	108	3.1%
6	85	2.4%
8	77	2.2%
9	74	2.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3500	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
,	1191	34.0%
0	683	19.5%
1	519	14.8%
2	318	9.1%
3	215	6.1%
4	159	4.5%
5	108	3.1%
6	85	2.4%
8	77	2.2%
9	74	2.1%

mode
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	5
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	3.2 KiB

time	202
words	137
quote	43
custom	12
zen	3

Length

Max length	6
Median length	4
Mean length	4.506297229
Min length	3

Characters and Unicode

Total characters	1789
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	time
2nd row	time
3rd row	time
4th row	time
5th row	time

Common Values

Value	Count	Frequency (%)
time	202	50.9%
words	137	34.5%
quote	43	10.8%
custom	12	3.0%
zen	3	0.8%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
time	202	50.9%
words	137	34.5%
quote	43	10.8%
custom	12	3.0%
zen	3	0.8%

Most occurring characters

Value	Count	Frequency (%)
t	257	14.4%
e	248	13.9%
m	214	12.0%
i	202	11.3%
o	192	10.7%
s	149	8.3%
w	137	7.7%
r	137	7.7%
d	137	7.7%
u	55	3.1%
Other values (4)	61	3.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1789	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
t	257	14.4%
e	248	13.9%
m	214	12.0%
i	202	11.3%
o	192	10.7%
s	149	8.3%
w	137	7.7%
r	137	7.7%
d	137	7.7%
u	55	3.1%
Other values (4)	61	3.4%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1789	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
t	257	14.4%
e	248	13.9%
m	214	12.0%
i	202	11.3%
o	192	10.7%
s	149	8.3%
w	137	7.7%
r	137	7.7%
d	137	7.7%
u	55	3.1%
Other values (4)	61	3.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1789	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
t	257	14.4%
e	248	13.9%
m	214	12.0%
i	202	11.3%
o	192	10.7%
s	149	8.3%
w	137	7.7%
r	137	7.7%
d	137	7.7%
u	55	3.1%
Other values (4)	61	3.4%

mode2
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	46
Distinct (%)	11.6%
Missing	0
Missing (%)	0.0%
Memory size	3.2 KiB

30	91
15	82
25	78
10	48
60	28
Other values (41)	70

Length

Max length	6
Median length	2
Mean length	2.297229219
Min length	1

Characters and Unicode

Total characters	912
Distinct characters	19
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	33 ?
Unique (%)	8.3%

Sample

1st row	60
2nd row	60
3rd row	60
4th row	60
5th row	60

Common Values

Value	Count	Frequency (%)
30	91	22.9%
15	82	20.7%
25	78	19.6%
10	48	12.1%
60	28	7.1%
custom	12	3.0%
50	6	1.5%
100	6	1.5%
62	4	1.0%
zen	3	0.8%
Other values (36)	39	9.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
30	91	22.9%
15	82	20.7%
25	78	19.6%
10	48	12.1%
60	28	7.1%
custom	12	3.0%
50	6	1.5%
100	6	1.5%
62	4	1.0%
zen	3	0.8%
Other values (36)	39	9.8%

Most occurring characters

Value	Count	Frequency (%)
0	199	21.8%
5	191	20.9%
1	148	16.2%
2	104	11.4%
3	99	10.9%
6	42	4.6%
4	23	2.5%
m	12	1.3%
o	12	1.3%
t	12	1.3%
Other values (9)	70	7.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	831	91.1%
Lowercase Letter	81	8.9%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	199	23.9%
5	191	23.0%
1	148	17.8%
2	104	12.5%
3	99	11.9%
6	42	5.1%
4	23	2.8%
7	10	1.2%
9	8	1.0%
8	7	0.8%

Lowercase Letter

Value	Count	Frequency (%)
m	12	14.8%
o	12	14.8%
t	12	14.8%
s	12	14.8%
u	12	14.8%
c	12	14.8%
z	3	3.7%
e	3	3.7%
n	3	3.7%

Most occurring scripts

Value	Count	Frequency (%)
Common	831	91.1%
Latin	81	8.9%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	199	23.9%
5	191	23.0%
1	148	17.8%
2	104	12.5%
3	99	11.9%
6	42	5.1%
4	23	2.8%
7	10	1.2%
9	8	1.0%
8	7	0.8%

Latin

Value	Count	Frequency (%)
m	12	14.8%
o	12	14.8%
t	12	14.8%
s	12	14.8%
u	12	14.8%
c	12	14.8%
z	3	3.7%
e	3	3.7%
n	3	3.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	912	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	199	21.8%
5	191	20.9%
1	148	16.2%
2	104	11.4%
3	99	10.9%
6	42	4.6%
4	23	2.5%
m	12	1.3%
o	12	1.3%
t	12	1.3%
Other values (9)	70	7.7%

quoteLength
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	3.2 KiB

-1	354
0	43

Length

Max length	2
Median length	2
Mean length	1.891687657
Min length	1

Characters and Unicode

Total characters	751
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	-1
2nd row	-1
3rd row	-1
4th row	-1
5th row	-1

Common Values

Value	Count	Frequency (%)
-1	354	89.2%
0	43	10.8%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
1	354	89.2%
0	43	10.8%

Most occurring characters

Value	Count	Frequency (%)
-	354	47.1%
1	354	47.1%
0	43	5.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	397	52.9%
Dash Punctuation	354	47.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	354	89.2%
0	43	10.8%

Dash Punctuation

Value	Count	Frequency (%)
-	354	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	751	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
-	354	47.1%
1	354	47.1%
0	43	5.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	751	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
-	354	47.1%
1	354	47.1%
0	43	5.7%

restartCount
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	37
Distinct (%)	9.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.901763224

Minimum	0
Maximum	78
Zeros	89
Zeros (%)	22.4%
Negative	0
Negative (%)	0.0%
Memory size	3.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3
Q3	7
95-th percentile	20.2
Maximum	78
Range	78
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	10.02637541
Coefficient of variation (CV)	1.698877951
Kurtosis	23.80543994
Mean	5.901763224
Median Absolute Deviation (MAD)	3
Skewness	4.250058677
Sum	2343
Variance	100.528204
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
0	89	22.4%
1	65	16.4%
2	39	9.8%
4	32	8.1%
3	31	7.8%
6	19	4.8%
5	17	4.3%
7	15	3.8%
8	12	3.0%
15	9	2.3%
Other values (27)	69	17.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	89	22.4%
1	65	16.4%
2	39	9.8%
3	31	7.8%
4	32	8.1%
5	17	4.3%
6	19	4.8%
7	15	3.8%
8	12	3.0%
9	4	1.0%

Value	Count	Frequency (%)
78	1	0.3%
77	2	0.5%
68	1	0.3%
52	1	0.3%
50	1	0.3%
35	1	0.3%
34	1	0.3%
33	1	0.3%
31	1	0.3%
29	1	0.3%

testDuration
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	194
Distinct (%)	48.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20.48453904

Minimum	3.289
Maximum	120.01
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.2 KiB

Quantile statistics

Minimum	3.289
5-th percentile	4.612
Q1	10.3
median	15.01
Q3	30.01
95-th percentile	60.01
Maximum	120.01
Range	116.721
Interquartile range (IQR)	19.71

Descriptive statistics

Standard deviation	15.79248172
Coefficient of variation (CV)	0.7709464042
Kurtosis	4.724555056
Mean	20.48453904
Median Absolute Deviation (MAD)	8.23
Skewness	1.834783564
Sum	8132.362
Variance	249.4024788
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15.01	52	13.1%
30.01	50	12.6%
30	27	6.8%
15	21	5.3%
30.02	14	3.5%
60.01	14	3.5%
15.02	8	2.0%
60	8	2.0%
60.02	6	1.5%
13.73	2	0.5%
Other values (184)	195	49.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.289	1	0.3%
3.322	1	0.3%
3.455	1	0.3%
3.755	1	0.3%
3.839	1	0.3%
3.99	1	0.3%
4.059	1	0.3%
4.18	1	0.3%
4.2	1	0.3%
4.37	1	0.3%

Value	Count	Frequency (%)
120.01	1	0.3%
64.03	1	0.3%
63.34	1	0.3%
61.72	1	0.3%
60.02	6	1.5%
60.01	14	3.5%
60	8	2.0%
59.69	1	0.3%
57.37	1	0.3%
56.87	1	0.3%

afkDuration
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	4
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Memory size	3.2 KiB

0	387
1	7
2	2
3	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	397
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.3%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	2
5th row	1

Common Values

Value	Count	Frequency (%)
0	387	97.5%
1	7	1.8%
2	2	0.5%
3	1	0.3%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
0	387	97.5%
1	7	1.8%
2	2	0.5%
3	1	0.3%

Most occurring characters

Value	Count	Frequency (%)
0	387	97.5%
1	7	1.8%
2	2	0.5%
3	1	0.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	397	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	387	97.5%
1	7	1.8%
2	2	0.5%
3	1	0.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	397	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	387	97.5%
1	7	1.8%
2	2	0.5%
3	1	0.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	397	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	387	97.5%
1	7	1.8%
2	2	0.5%
3	1	0.3%

incompleteTestSeconds
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	305
Distinct (%)	76.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32.9215869

Minimum	0
Maximum	473.49
Zeros	89
Zeros (%)	22.4%
Negative	0
Negative (%)	0.0%
Memory size	3.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.99
median	12.97
Q3	40.09
95-th percentile	114.476
Maximum	473.49
Range	473.49
Interquartile range (IQR)	39.1

Descriptive statistics

Standard deviation	58.84040799
Coefficient of variation (CV)	1.787289542
Kurtosis	24.58493444
Mean	32.9215869
Median Absolute Deviation (MAD)	12.97
Skewness	4.313385215
Sum	13069.87
Variance	3462.193612
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	89	22.4%
8.22	2	0.5%
11.66	2	0.5%
24.17	2	0.5%
2.92	2	0.5%
6.97	1	0.3%
16.41	1	0.3%
39.98	1	0.3%
3.19	1	0.3%
4.04	1	0.3%
Other values (295)	295	74.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	89	22.4%
0.03	1	0.3%
0.04	1	0.3%
0.05	1	0.3%
0.12	1	0.3%
0.2	1	0.3%
0.42	1	0.3%
0.71	1	0.3%
0.81	1	0.3%
0.85	1	0.3%

Value	Count	Frequency (%)
473.49	1	0.3%
462.96	1	0.3%
457.97	1	0.3%
354.49	1	0.3%
276.99	1	0.3%
262.1	1	0.3%
230.53	1	0.3%
229.65	1	0.3%
199.27	1	0.3%
196.41	1	0.3%

punctuation
Boolean

CONSTANT
HIGH CORRELATION
REJECTED

Distinct	1
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	525.0 B

False	397

Common Values
Category Frequency Plot

Value	Count	Frequency (%)
False	397	100.0%

numbers
Boolean

CONSTANT
HIGH CORRELATION
REJECTED

Distinct	1
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	525.0 B

False	397

Common Values
Category Frequency Plot

Value	Count	Frequency (%)
False	397	100.0%

language
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	7
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Memory size	3.2 KiB

english	340
swedish	34
norwegian	8
german	7
icelandic_1k	4
Other values (2)	4

Length

Max length	18
Median length	7
Mean length	7.118387909
Min length	5

Characters and Unicode

Total characters	2826
Distinct characters	19
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	swedish
2nd row	swedish
3rd row	icelandic_1k
4th row	icelandic_1k
5th row	icelandic_1k

Common Values

Value	Count	Frequency (%)
english	340	85.6%
swedish	34	8.6%
norwegian	8	2.0%
german	7	1.8%
icelandic_1k	4	1.0%
swedish_diacritics	2	0.5%
malay	2	0.5%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
english	340	85.6%
swedish	34	8.6%
norwegian	8	2.0%
german	7	1.8%
icelandic_1k	4	1.0%
swedish_diacritics	2	0.5%
malay	2	0.5%

Most occurring characters

Value	Count	Frequency (%)
s	414	14.6%
i	398	14.1%
e	395	14.0%
h	376	13.3%
n	367	13.0%
g	355	12.6%
l	346	12.2%
w	44	1.6%
d	42	1.5%
a	25	0.9%
Other values (9)	64	2.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2816	99.6%
Connector Punctuation	6	0.2%
Decimal Number	4	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
s	414	14.7%
i	398	14.1%
e	395	14.0%
h	376	13.4%
n	367	13.0%
g	355	12.6%
l	346	12.3%
w	44	1.6%
d	42	1.5%
a	25	0.9%
Other values (7)	54	1.9%

Connector Punctuation

Value	Count	Frequency (%)
_	6	100.0%

Decimal Number

Value	Count	Frequency (%)
1	4	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2816	99.6%
Common	10	0.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
s	414	14.7%
i	398	14.1%
e	395	14.0%
h	376	13.4%
n	367	13.0%
g	355	12.6%
l	346	12.3%
w	44	1.6%
d	42	1.5%
a	25	0.9%
Other values (7)	54	1.9%

Common

Value	Count	Frequency (%)
_	6	60.0%
1	4	40.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2826	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
s	414	14.6%
i	398	14.1%
e	395	14.0%
h	376	13.3%
n	367	13.0%
g	355	12.6%
l	346	12.2%
w	44	1.6%
d	42	1.5%
a	25	0.9%
Other values (9)	64	2.3%

funbox
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	3.2 KiB

none	395
nausea	2

Length

Max length	6
Median length	4
Mean length	4.010075567
Min length	4

Characters and Unicode

Total characters	1592
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	none
2nd row	none
3rd row	none
4th row	none
5th row	none

Common Values

Value	Count	Frequency (%)
none	395	99.5%
nausea	2	0.5%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
none	395	99.5%
nausea	2	0.5%

Most occurring characters

Value	Count	Frequency (%)
n	792	49.7%
e	397	24.9%
o	395	24.8%
a	4	0.3%
u	2	0.1%
s	2	0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1592	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	792	49.7%
e	397	24.9%
o	395	24.8%
a	4	0.3%
u	2	0.1%
s	2	0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1592	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	792	49.7%
e	397	24.9%
o	395	24.8%
a	4	0.3%
u	2	0.1%
s	2	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1592	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	792	49.7%
e	397	24.9%
o	395	24.8%
a	4	0.3%
u	2	0.1%
s	2	0.1%

difficulty
Categorical

CONSTANT
HIGH CORRELATION
REJECTED

Distinct	1
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	3.2 KiB

normal	397

Length

Max length	6
Median length	6
Mean length	6
Min length	6

Characters and Unicode

Total characters	2382
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	normal
2nd row	normal
3rd row	normal
4th row	normal
5th row	normal

Common Values

Value	Count	Frequency (%)
normal	397	100.0%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
normal	397	100.0%

Most occurring characters

Value	Count	Frequency (%)
n	397	16.7%
o	397	16.7%
r	397	16.7%
m	397	16.7%
a	397	16.7%
l	397	16.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2382	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	397	16.7%
o	397	16.7%
r	397	16.7%
m	397	16.7%
a	397	16.7%
l	397	16.7%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2382	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	397	16.7%
o	397	16.7%
r	397	16.7%
m	397	16.7%
a	397	16.7%
l	397	16.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2382	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	397	16.7%
o	397	16.7%
r	397	16.7%
m	397	16.7%
a	397	16.7%
l	397	16.7%

lazyMode
Boolean

CONSTANT
HIGH CORRELATION
REJECTED

Distinct	1
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	525.0 B

False	397

Common Values
Category Frequency Plot

Value	Count	Frequency (%)
False	397	100.0%

blindMode
Boolean

CONSTANT
HIGH CORRELATION
REJECTED

Distinct	1
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	525.0 B

False	397

Common Values
Category Frequency Plot

Value	Count	Frequency (%)
False	397	100.0%

bailedOut
Boolean

CONSTANT
HIGH CORRELATION
REJECTED

Distinct	1
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	525.0 B

False	397

Common Values
Category Frequency Plot

Value	Count	Frequency (%)
False	397	100.0%

tags
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing	397
Missing (%)	100.0%
Memory size	3.2 KiB

timestamp
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	397
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.652297083 × 10¹²

Minimum	1.644346621 × 10¹²
Maximum	1.679182951 × 10¹²
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.2 KiB

Quantile statistics

Minimum	1.644346621 × 10¹²
5-th percentile	1.646085128 × 10¹²
Q1	1.646507677 × 10¹²
median	1.647493984 × 10¹²
Q3	1.650147067 × 10¹²
95-th percentile	1.677017238 × 10¹²
Maximum	1.679182951 × 10¹²
Range	3.483633 × 10¹⁰
Interquartile range (IQR)	3639390000

Descriptive statistics

Standard deviation	1.022840478 × 10¹⁰
Coefficient of variation (CV)	0.006190415078
Kurtosis	1.615473025
Mean	1.652297083 × 10¹²
Median Absolute Deviation (MAD)	1378075000
Skewness	1.794966806
Sum	6.559619421 × 10¹⁴
Variance	1.046202643 × 10²⁰
Monotonicity	Strictly decreasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.679182951 × 10¹²	1	0.3%
1.646510314 × 10¹²	1	0.3%
1.646510359 × 10¹²	1	0.3%
1.646510382 × 10¹²	1	0.3%
1.646510411 × 10¹²	1	0.3%
1.646510474 × 10¹²	1	0.3%
1.646510485 × 10¹²	1	0.3%
1.646510498 × 10¹²	1	0.3%
1.646510514 × 10¹²	1	0.3%
1.64651053 × 10¹²	1	0.3%
Other values (387)	387	97.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.644346621 × 10¹²	1	0.3%
1.644346799 × 10¹²	1	0.3%
1.644347237 × 10¹²	1	0.3%
1.644347761 × 10¹²	1	0.3%
1.645497323 × 10¹²	1	0.3%
1.645497475 × 10¹²	1	0.3%
1.645497565 × 10¹²	1	0.3%
1.645497615 × 10¹²	1	0.3%
1.645497666 × 10¹²	1	0.3%
1.645497717 × 10¹²	1	0.3%

Value	Count	Frequency (%)
1.679182951 × 10¹²	1	0.3%
1.679182889 × 10¹²	1	0.3%
1.67918175 × 10¹²	1	0.3%
1.679181678 × 10¹²	1	0.3%
1.679181613 × 10¹²	1	0.3%
1.67918155 × 10¹²	1	0.3%
1.679181397 × 10¹²	1	0.3%
1.679181329 × 10¹²	1	0.3%
1.679181267 × 10¹²	1	0.3%
1.679181147 × 10¹²	1	0.3%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	_id	isPb	wpm	acc	rawWpm	consistency	charStats	mode	mode2	quoteLength	restartCount	testDuration	afkDuration	incompleteTestSeconds	punctuation	numbers	language	funbox	difficulty	lazyMode	blindMode	bailedOut	tags	timestamp
0	64164c67fe979dd89a73860b	NaN	62.80	96.66	64.20	64.38	314,2,0,0	time	60	-1	0	60.00	0	0.00	False	False	swedish	none	normal	False	False	False	NaN	1679182951000
1	64164c29fe979dd89a738515	NaN	63.19	94.97	64.19	65.71	316,3,0,1	time	60	-1	1	60.01	0	58.49	False	False	swedish	none	normal	False	False	False	NaN	1679182889000
2	641647b6fe979dd89a6d9f6b	NaN	37.59	91.63	41.99	52.04	188,3,0,0	time	60	-1	1	60.01	0	6.95	False	False	icelandic_1k	none	normal	False	False	False	NaN	1679181750000
3	6416476efe979dd89a6d9e0d	True	39.60	92.38	42.40	52.43	198,3,1,0	time	60	-1	0	60.00	2	0.00	False	False	icelandic_1k	none	normal	False	False	False	NaN	1679181678000
4	6416472dfe979dd89a6d9cc3	True	37.39	91.00	38.59	43.50	187,1,0,0	time	60	-1	0	60.01	1	0.00	False	False	icelandic_1k	none	normal	False	False	False	NaN	1679181613000
5	641646eefe979dd89a6d9b7c	True	20.60	78.62	26.00	23.10	103,3,1,0	time	60	-1	0	60.00	3	0.00	False	False	icelandic_1k	none	normal	False	False	False	NaN	1679181550000
6	64164655fe979dd89a6d98ec	NaN	57.79	93.10	60.59	65.93	289,3,1,0	time	60	-1	0	60.01	0	0.00	False	False	norwegian	none	normal	False	False	False	NaN	1679181397000
7	64164611fe979dd89a6d9799	True	64.78	96.53	68.18	76.87	324,4,0,2	time	60	-1	0	60.02	0	0.00	False	False	norwegian	none	normal	False	False	False	NaN	1679181329000
8	641645d3fe979dd89a67c5a8	True	58.78	93.21	61.58	60.85	294,3,1,0	time	60	-1	0	60.02	0	0.00	False	False	norwegian	none	normal	False	False	False	NaN	1679181267000
9	6416455bfe979dd89a67c36f	True	69.78	96.21	71.78	70.05	349,2,0,0	time	60	-1	0	60.02	0	0.00	False	False	swedish	none	normal	False	False	False	NaN	1679181147000

Last rows

	_id	isPb	wpm	acc	rawWpm	consistency	charStats	mode	mode2	quoteLength	restartCount	testDuration	incompleteTestSeconds	punctuation	numbers	language	funbox	difficulty	lazyMode	blindMode	bailedOut	tags	timestamp
387	62144d75999bd5da83da73bb	NaN	103.13	94.20	107.93	81.73	129,3,1,0	time	15	-1	7	15.01	27.11	False	False	english	none	normal	False	False	False	NaN	1645497717000
388	62144d41999bd5da83da725f	NaN	100.80	93.38	107.20	78.89	126,5,1,0	time	15	-1	4	15.00	28.68	False	False	english	none	normal	False	False	False	NaN	1645497666000
389	62144d0e999bd5da83da70e4	NaN	107.20	99.26	107.20	80.54	134,0,0,0	time	15	-1	3	15.00	23.25	False	False	english	none	normal	False	False	False	NaN	1645497615000
390	62144cdd999bd5da83d2dc7c	True	107.20	98.53	107.20	81.34	134,0,0,0	time	15	-1	1	15.00	7.84	False	False	english	none	normal	False	False	False	NaN	1645497565000
391	62144c82999bd5da83d2da18	NaN	90.60	95.33	96.40	72.30	453,8,1,2	time	60	-1	5	60.00	61.02	False	False	english	none	normal	False	False	False	NaN	1645497475000
392	62144beb999bd5da83d2d622	True	96.58	91.98	105.38	74.49	483,24,2,4	time	60	-1	0	60.01	0.00	False	False	english	none	normal	False	False	False	NaN	1645497323000
393	6202c1710004acbd88c4a25b	NaN	84.19	93.42	91.98	68.47	421,13,1,3	time	60	-1	34	60.01	354.49	False	False	english	none	normal	False	False	False	NaN	1644347761000
394	6202bf650004acbd88b5eeb7	True	86.79	93.02	95.58	70.32	434,16,2,3	time	60	-1	9	60.01	177.40	False	False	english	none	normal	False	False	False	NaN	1644347237000
395	6202bdaf0004acbd88ae8d75	True	96.74	96.85	101.53	80.30	121,3,0,1	time	15	-1	14	15.01	103.55	False	False	english	none	normal	False	False	False	NaN	1644346799000
396	6202bcfd0004acbd88a735f6	True	93.97	98.37	97.17	82.09	235,1,0,0	time	30	-1	0	30.01	0.00	False	False	english	none	normal	False	False	False	NaN	1644346621000

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Lowercase Letter

Most occurring scripts

Most frequent character per script

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Lowercase Letter

Most occurring scripts

Most frequent character per script

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Dash Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common